"Just try to fit in," Eleanor's mother had said, her voice crackling over the phone. Eleanor hadn't answered. The words felt like a cruel joke now. Public relations. A new role, a new team, a sea of unfamiliar faces. She hated small talk, she couldn’t deal with the fake smiles, the forced laughter. She longed for the familiarity of her old desk, the comfort of her routine in the Data Processing department.

She sat at her desk, staring at the blank screen of her computer, the silence amplifying the frantic thumping in her chest. She had to show them she was capable. She had to. Her fingers trembled as she began to type the email, her knuckles white against the keyboard.

She closed her eyes and took a breath.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235